Extend NanoBEIREvaluator to support custom NanoBEIR datasets #3583
+82
−12
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Description
This PR extends
NanoBEIREvaluatorto support custom HuggingFace NanoBEIR dataset paths, enabling evaluation on alternative NanoBEIR collections like:Motivation
This feature was developed while creating an embedding model for the Serbian language. During this process, I noticed that under-resourced languages often lack evaluation benchmarks, making it difficult for practitioners to compare and select models for their applications.
By enabling
NanoBEIREvaluatorto accept custom dataset paths, researchers and developers can now:I plan to publish my findings and a guide on translation and fine-tuning embedding models for low-resource languages in the near future.
Changes
NanoBEIREvaluator"sentence-transformers/NanoClimateFEVER-bm25")positive-corpus-ids(list) in addition tocorpus-id(single value)Tests
Usage Example